Computational Intelligence & Machine Learning Group
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Publications (selected)

Gallicchio C., Micheli A., “Architectural and Markovian factors of echo state networks”, Neural Networks, Vol. 24(5): 440 – 456, June 2011. Elsevier Ltd. ISSN: 0893-6080.

Micheli A.: "Neural Network for Graphs: A Contextual Constructive Approach", IEEE Transactions on Neural Networks. Vol. 20, n. 3, Pages 498 - 511, March 2009.

Bertinetto C.G., Duce C., Micheli A., Solaro R., Tine' M.R., "QSPR Analysis of Copolymers by Recursive Neural Networks: Prediction of the Glass Transition Temperature of (Meth)acrylic Random Copolymers", Molecular Informatics, Vol.29, Issue 8-9, pages 635-643, September 2010. ISSN: 1868-1743.

Masulli F., Micheli A., Sperduti A. BOOK: "COMPUTATIONAL INTELLIGENCE AND BIOENGINEERING", Essays in Memory of Antonina Starita, Series: Frontiers in Artificial Intelligence and Applications - Knowledge-Based Intelligent Engineering Systems. . Vol. 196, IOS Press , Netherlands (c) 2009. ISBN 978-1-60750-010-0.

Bertinetto C., Duce C., Micheli A., Solaro R., Starita A., Tine' M.R., "Evaluation of Hierarchical Structured Representations for QSPR Studies of Small Molecules and Polymers by Recursive Neural Networks". Journal of Molecular Graphics and Modelling. Vol. 27, n. 7, Pages 797-802, April 2009, Elsevier.

Bacciu D., Starita A., "Competitive Repetition Suppression (CoRe) Clustering: a Biologically Inspired Learning Model with Application to Robust Clustering", IEEE Transactions on Neural Networks, vol. 19, no. 11, pp. 1922 - 1941, Nov. 2008.

Bernazzani L., Duce C., Micheli A., Mollica V., Sperduti A., Starita A., Tiné M.R.. “Predicting Physical Chemical Properties of Compounds from Molecular Structures by Recursive Neural Networks”, Journal of Chemical Information and Modeling (formerly Journal of Chemical Information and Computer Sciences), ACS Publications, Washington, DC. (ISI Impact Factor 3.423). Vol. 46(5): 2030 – 2042, September 2006. ACS Publications. ISSN: 1549-9596.

Hammer B., Micheli A., Sperduti A., "Universal Approximation Capability of Cascade Correlation for Structures". Neural Computation. Vol. 17, No. 5, Pages 1109-1159, (C) 2005 MIT press.

Hammer B., Micheli A., Sperduti A., Strickert M., “Recursive Self-organizing Network Models”, Neural Networks, Vol. 17 (8-9): 1061-1085, October-November 2004, Elsevier Ltd. ISSN 0893-6080.

Bianucci A. M., Micheli A.,Sperduti A.,.Starita A.:"A Novel Approach to QSPR/QSAR Based on Neural Networks for Structures", in"Soft Computing Approaches in Chemistry", L. M. Sztandera, H. Cartwright, Eds.,p.265-296, Physica Verlag, Heidelberg, 2002.

Micheli A., Sperduti A., Starita A, Bianucci A.M.:"Analysis of the Internal Representations Developed by Neural Networks for Structures Applied to QSAR Studies of Benzodiazepines", Journal of Chemical Information and Computer Sciences , 41(1), 202-218, , January 2001, Web Release Date: November 10, 2000.

Cerbioni K., Colosimo C., Starita A., Dario P.: "A Neuro-Fuzzy System for Emulation of Human Grasp Movements", in "Fuzzy Systems in Medicine", Eds. P.S. Szczepaniak, P.J.G. Lisboa & J.Kacprzyk, Physica-Verlag: Studies in Fuzziness and Soft Computing, pp.573-593, 2000.

Bianucci A. M., Micheli A., Sperduti A., Starita A.: "Application of Recursive Cascade-Correlation Networks to Chemical Structures", Applied Intelligence Journal, Special Issue on "Neural Networks and Structured Knowledge", Vol.12 (1/2): 115-145, January 2000.

Sona D., Sperduti A., Starita A.: "Discriminant Pattern Recognition Using Transformation Invariant Neurons", Neural Computation, n.6, Vol.12, June 2000.

Starita A., Sperduti A.: "A Neural Based System for the Automatic Classification and Follow-Up of Diabetic Retinopathies", in Artificial Neural Networks in Biomedicine, Eds. P.J.G. Lisboa, E. Ifeachor & P.S. Szczepaniak, Springer: Perspectives in Neural Computing, pp.233-247, 1999.

Sperduti A., Starita A.: "Supervised Neural Networks for Classification of Structures", IEEE Trans on Neural Networks. Vol. 8, No. 3, pp. 714-735, 1997.

Sperduti A., Starita A., Goller C.: "Distributed Representations for Terms in Hybrid Reasoning Systems", in "Connectionist-Symbolic Integration: From Unified to Hybrid Approaches", Eds. R. Sun and Frederic Alexandre, Lawrence Erlbaum Associates, pp. 329-344, 1997.


Yuo can find more here:

- A. Starita - Virmap
- F. Masulli - Virmap
- U. Barcaro - Virmap
- A. Micheli - Personal Web Page
- K. Cerbioni - Personal Web Page
- E. Palanca - Personal Web Page
- A. Sperduti - Personal Web Page
- Department of Computer Science - Publications


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